White shark (Carcharodon carcharias), Thinned satellite data (PSAT and SPOT), 1:2 observation:pseudo-absence ratio, Full extent, all covariates (u and v become vel_mag) and seals, evaluated using area under the receiver operator curve (roc_auc)
Random Forest Nowcast and Forecast
Boosted Trees Nowcast and Forecast
Maxnet Trees Nowcast and Forecast
GAM Nowcast and Forecast
GLM Nowcast and Forecast
Metrics
| model_type | accuracy | boyce_cont | roc_auc | tss_max |
|---|---|---|---|---|
| rf | 0.9148191 | 0.9723451 | 0.9945191 | 0.9387253 |
| bt | 0.7502917 | 0.9876327 | 0.8204116 | 0.4834069 |
| maxnet | 0.6779463 | 0.9736080 | 0.7851153 | 0.4294320 |
| gam | NA | NA | 0.7977211 | NA |
| glm | NA | NA | 0.7268955 | NA |
Variable Importance
